Intermediate skills

Learn to scale up your models and enable collaborative model development at academic or industry research labs.

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Level 7: Interactive cloud development

Learn how to access GPUs and TPUs on the cloud.

intermediate

Level 8: Train in the background on the cloud

Learn how to run models on the cloud in the background.

intermediate

Level 9: Modularize your projects

Create DataModules to enable dataset reusability.

intermediate

Level 10: Understand your model

Use advanced visuals to find the best performing model.

intermediate

Level 11: Explore SOTA scaling techniques

Explore SOTA techniques to help convergence, stability and scalability.

intermediate

Level 12: Deploy your models

Learn how to deploy your models with optimizations like ONNX and torchscript.

intermediate

Level 13: Optimize training speed

Use advanced profilers to mixed precision to train bigger models, faster.

intermediate

Level 14: Run on on-prem clusters

Run on a custom on-prem cluster or SLURM cluster.

intermediate